Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 87813 |
| Missing cells | 90411 |
| Missing cells (%) | 4.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 15.4 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 15 |
tipo_persona has constant value "Natural" | Constant |
sueldo_smdlv is highly correlated with otros_ingresos_smdlv and 1 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv | High correlation |
año_credito is highly correlated with sueldo_smdlv | High correlation |
sueldo_smdlv is highly correlated with otros_ingresos_smdlv and 1 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv | High correlation |
año_credito is highly correlated with sueldo_smdlv | High correlation |
valor_credito_smdlv is highly correlated with cuotas | High correlation |
cuotas is highly correlated with valor_credito_smdlv | High correlation |
municipio_residencia is highly correlated with municipio_credito and 2 other fields | High correlation |
periodo_credito is highly correlated with Row and 1 other fields | High correlation |
sueldo_smdlv is highly correlated with otros_ingresos_smdlv | High correlation |
municipio_credito is highly correlated with municipio_residencia and 2 other fields | High correlation |
municipio_expedicion is highly correlated with municipio_residencia and 3 other fields | High correlation |
cuotas is highly correlated with forma_pago | High correlation |
codeudor is highly correlated with Row | High correlation |
genero is highly correlated with Row | High correlation |
forma_pago is highly correlated with cuotas and 3 other fields | High correlation |
año_credito is highly correlated with forma_pago | High correlation |
Row is highly correlated with periodo_credito and 5 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv | High correlation |
municipio_nacimiento is highly correlated with municipio_residencia and 3 other fields | High correlation |
estado_final is highly correlated with periodo_credito and 1 other fields | High correlation |
municipio_expedicion is highly correlated with tipo_persona and 1 other fields | High correlation |
sector is highly correlated with tipo_persona and 1 other fields | High correlation |
tipo_persona is highly correlated with municipio_expedicion and 13 other fields | High correlation |
procedencia is highly correlated with tipo_persona | High correlation |
municipio_credito is highly correlated with tipo_persona and 1 other fields | High correlation |
tipo_venta is highly correlated with tipo_persona | High correlation |
municipio_residencia is highly correlated with tipo_persona and 1 other fields | High correlation |
genero is highly correlated with tipo_persona | High correlation |
forma_pago is highly correlated with sector and 2 other fields | High correlation |
periodo_credito is highly correlated with tipo_persona | High correlation |
estado_final is highly correlated with tipo_persona and 1 other fields | High correlation |
tiene_casa_propia is highly correlated with tipo_persona | High correlation |
municipio_nacimiento is highly correlated with municipio_expedicion and 1 other fields | High correlation |
estado_civil is highly correlated with tipo_persona | High correlation |
codeudor is highly correlated with tipo_persona | High correlation |
sueldo_smdlv has 8704 (9.9%) missing values | Missing |
otros_ingresos_smdlv has 81706 (93.0%) missing values | Missing |
Row has unique values | Unique |
Reproduction
| Analysis started | 2021-05-12 19:50:48.491264 |
|---|---|
| Analysis finished | 2021-05-12 19:51:26.213323 |
| Duration | 37.72 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 87813 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68957.67679 |
| Minimum | 11674 |
|---|---|
| Maximum | 126896 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 686.2 KiB |
Quantile statistics
| Minimum | 11674 |
|---|---|
| 5-th percentile | 18527.6 |
| Q1 | 40765 |
| median | 68886 |
| Q3 | 97273 |
| 95-th percentile | 120496.4 |
| Maximum | 126896 |
| Range | 115222 |
| Interquartile range (IQR) | 56508 |
Descriptive statistics
| Standard deviation | 32475.02055 |
|---|---|
| Coefficient of variation (CV) | 0.4709413377 |
| Kurtosis | -1.166914784 |
| Mean | 68957.67679 |
| Median Absolute Deviation (MAD) | 28244 |
| Skewness | 0.0278328322 |
| Sum | 6055380472 |
| Variance | 1054626960 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20470 | 1 | < 0.1% |
| 105254 | 1 | < 0.1% |
| 17181 | 1 | < 0.1% |
| 23326 | 1 | < 0.1% |
| 21279 | 1 | < 0.1% |
| 109344 | 1 | < 0.1% |
| 113442 | 1 | < 0.1% |
| 111395 | 1 | < 0.1% |
| 101156 | 1 | < 0.1% |
| 99109 | 1 | < 0.1% |
| Other values (87803) | 87803 |
| Value | Count | Frequency (%) |
| 11674 | 1 | |
| 11675 | 1 | |
| 11677 | 1 | |
| 11678 | 1 | |
| 11680 | 1 | |
| 11682 | 1 | |
| 11684 | 1 | |
| 11686 | 1 | |
| 11690 | 1 | |
| 11701 | 1 |
| Value | Count | Frequency (%) |
| 126896 | 1 | |
| 126895 | 1 | |
| 126894 | 1 | |
| 126893 | 1 | |
| 126887 | 1 | |
| 126883 | 1 | |
| 126882 | 1 | |
| 126880 | 1 | |
| 126878 | 1 | |
| 126877 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| Nacional | |
|---|---|
| Extranjero | 219 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.004987872 |
| Min length | 8 |
Characters and Unicode
| Total characters | 702942 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Nacional |
|---|---|
| 2nd row | Extranjero |
| 3rd row | Nacional |
| 4th row | Nacional |
| 5th row | Nacional |
Common Values
| Value | Count | Frequency (%) |
| Nacional | 87594 | |
| Extranjero | 219 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| nacional | 87594 | |
| extranjero | 219 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 175407 | |
| o | 87813 | |
| n | 87813 | |
| N | 87594 | |
| c | 87594 | |
| i | 87594 | |
| l | 87594 | |
| r | 438 | 0.1% |
| E | 219 | < 0.1% |
| x | 219 | < 0.1% |
| Other values (3) | 657 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 615129 | |
| Uppercase Letter | 87813 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 175407 | |
| o | 87813 | |
| n | 87813 | |
| c | 87594 | |
| i | 87594 | |
| l | 87594 | |
| r | 438 | 0.1% |
| x | 219 | < 0.1% |
| t | 219 | < 0.1% |
| j | 219 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 87594 | |
| E | 219 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 702942 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 175407 | |
| o | 87813 | |
| n | 87813 | |
| N | 87594 | |
| c | 87594 | |
| i | 87594 | |
| l | 87594 | |
| r | 438 | 0.1% |
| E | 219 | < 0.1% |
| x | 219 | < 0.1% |
| Other values (3) | 657 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 702942 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 175407 | |
| o | 87813 | |
| n | 87813 | |
| N | 87594 | |
| c | 87594 | |
| i | 87594 | |
| l | 87594 | |
| r | 438 | 0.1% |
| E | 219 | < 0.1% |
| x | 219 | < 0.1% |
| Other values (3) | 657 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| Femenino | |
|---|---|
| Masculino |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.456116976 |
| Min length | 8 |
Characters and Unicode
| Total characters | 742557 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Femenino |
|---|---|
| 2nd row | Femenino |
| 3rd row | Femenino |
| 4th row | Femenino |
| 5th row | Femenino |
Common Values
| Value | Count | Frequency (%) |
| Femenino | 47760 | |
| Masculino | 40053 |
Length
Pie chart
| Value | Count | Frequency (%) |
| femenino | 47760 | |
| masculino | 40053 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 135573 | |
| e | 95520 | |
| i | 87813 | |
| o | 87813 | |
| F | 47760 | 6.4% |
| m | 47760 | 6.4% |
| M | 40053 | 5.4% |
| a | 40053 | 5.4% |
| s | 40053 | 5.4% |
| c | 40053 | 5.4% |
| Other values (2) | 80106 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 654744 | |
| Uppercase Letter | 87813 | 11.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 135573 | |
| e | 95520 | |
| i | 87813 | |
| o | 87813 | |
| m | 47760 | 7.3% |
| a | 40053 | 6.1% |
| s | 40053 | 6.1% |
| c | 40053 | 6.1% |
| u | 40053 | 6.1% |
| l | 40053 | 6.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 47760 | |
| M | 40053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 742557 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 135573 | |
| e | 95520 | |
| i | 87813 | |
| o | 87813 | |
| F | 47760 | 6.4% |
| m | 47760 | 6.4% |
| M | 40053 | 5.4% |
| a | 40053 | 5.4% |
| s | 40053 | 5.4% |
| c | 40053 | 5.4% |
| Other values (2) | 80106 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 742557 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 135573 | |
| e | 95520 | |
| i | 87813 | |
| o | 87813 | |
| F | 47760 | 6.4% |
| m | 47760 | 6.4% |
| M | 40053 | 5.4% |
| a | 40053 | 5.4% |
| s | 40053 | 5.4% |
| c | 40053 | 5.4% |
| Other values (2) | 80106 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| Union Libre | |
|---|---|
| Casado | |
| Soltero | |
| Viudo | 875 |
| Divorciado | 545 |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 8.234225001 |
| Min length | 5 |
Characters and Unicode
| Total characters | 723072 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Union Libre |
|---|---|
| 2nd row | Soltero |
| 3rd row | Soltero |
| 4th row | Union Libre |
| 5th row | Union Libre |
Common Values
| Value | Count | Frequency (%) |
| Union Libre | 33841 | |
| Casado | 26868 | |
| Soltero | 25684 | |
| Viudo | 875 | 1.0% |
| Divorciado | 545 | 0.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| union | 33841 | |
| libre | 33841 | |
| casado | 26868 | |
| soltero | 25684 | |
| viudo | 875 | 0.7% |
| divorciado | 545 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 114042 | |
| i | 69647 | |
| n | 67682 | |
| r | 60070 | 8.3% |
| e | 59525 | 8.2% |
| a | 54281 | 7.5% |
| U | 33841 | 4.7% |
| 33841 | 4.7% | |
| L | 33841 | 4.7% |
| b | 33841 | 4.7% |
| Other values (11) | 162461 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 567577 | |
| Uppercase Letter | 121654 | 16.8% |
| Space Separator | 33841 | 4.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 114042 | |
| i | 69647 | |
| n | 67682 | |
| r | 60070 | |
| e | 59525 | |
| a | 54281 | |
| b | 33841 | 6.0% |
| d | 28288 | 5.0% |
| s | 26868 | 4.7% |
| l | 25684 | 4.5% |
| Other values (4) | 27649 | 4.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 33841 | |
| L | 33841 | |
| C | 26868 | |
| S | 25684 | |
| V | 875 | 0.7% |
| D | 545 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 33841 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 689231 | |
| Common | 33841 | 4.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 114042 | |
| i | 69647 | |
| n | 67682 | |
| r | 60070 | |
| e | 59525 | |
| a | 54281 | |
| U | 33841 | 4.9% |
| L | 33841 | 4.9% |
| b | 33841 | 4.9% |
| d | 28288 | 4.1% |
| Other values (10) | 134173 |
Common
| Value | Count | Frequency (%) |
| 33841 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 723072 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 114042 | |
| i | 69647 | |
| n | 67682 | |
| r | 60070 | 8.3% |
| e | 59525 | 8.2% |
| a | 54281 | 7.5% |
| U | 33841 | 4.7% |
| 33841 | 4.7% | |
| L | 33841 | 4.7% |
| b | 33841 | 4.7% |
| Other values (11) | 162461 |
edad
Real number (ℝ≥0)
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.22053682 |
| Minimum | 18 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 686.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 35 |
| median | 44 |
| Q3 | 53 |
| 95-th percentile | 65 |
| Maximum | 98 |
| Range | 80 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.91329055 |
|---|---|
| Coefficient of variation (CV) | 0.269406285 |
| Kurtosis | -0.3882196952 |
| Mean | 44.22053682 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3303862305 |
| Sum | 3883138 |
| Variance | 141.9264916 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 44 | 3327 | 3.8% |
| 40 | 3055 | 3.5% |
| 45 | 2843 | 3.2% |
| 41 | 2832 | 3.2% |
| 49 | 2753 | 3.1% |
| 35 | 2643 | 3.0% |
| 46 | 2581 | 2.9% |
| 42 | 2531 | 2.9% |
| 39 | 2477 | 2.8% |
| 31 | 2469 | 2.8% |
| Other values (63) | 60302 |
| Value | Count | Frequency (%) |
| 18 | 7 | < 0.1% |
| 19 | 60 | 0.1% |
| 20 | 198 | 0.2% |
| 21 | 277 | 0.3% |
| 22 | 421 | 0.5% |
| 23 | 591 | |
| 24 | 696 | |
| 25 | 1043 | |
| 26 | 1312 | |
| 27 | 1475 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 90 | 3 | < 0.1% |
| 89 | 1 | < 0.1% |
| 88 | 2 | < 0.1% |
| 87 | 1 | < 0.1% |
| 85 | 6 | < 0.1% |
| 84 | 45 | |
| 83 | 50 | |
| 82 | 27 | |
| 81 | 41 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| ARAUCA | |
|---|---|
| TAME | |
| Otros | |
| ARAUQUITA | |
| SARAVENA |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.720405862 |
| Min length | 4 |
Characters and Unicode
| Total characters | 502326 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARAUQUITA |
|---|---|
| 2nd row | ARAUCA |
| 3rd row | ARAUCA |
| 4th row | ARAUCA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 37992 | |
| TAME | 23392 | |
| Otros | 13287 | 15.1% |
| ARAUQUITA | 9235 | 10.5% |
| SARAVENA | 3907 | 4.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| arauca | 37992 | |
| tame | 23392 | |
| otros | 13287 | 15.1% |
| arauquita | 9235 | 10.5% |
| saravena | 3907 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 176794 | |
| U | 56462 | 11.2% |
| R | 51134 | 10.2% |
| C | 37992 | 7.6% |
| T | 32627 | 6.5% |
| E | 27299 | 5.4% |
| M | 23392 | 4.7% |
| O | 13287 | 2.6% |
| t | 13287 | 2.6% |
| r | 13287 | 2.6% |
| Other values (7) | 56765 | 11.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 449178 | |
| Lowercase Letter | 53148 | 10.6% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 176794 | |
| U | 56462 | 12.6% |
| R | 51134 | 11.4% |
| C | 37992 | 8.5% |
| T | 32627 | 7.3% |
| E | 27299 | 6.1% |
| M | 23392 | 5.2% |
| O | 13287 | 3.0% |
| Q | 9235 | 2.1% |
| I | 9235 | 2.1% |
| Other values (3) | 11721 | 2.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 13287 | |
| r | 13287 | |
| o | 13287 | |
| s | 13287 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 502326 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 176794 | |
| U | 56462 | 11.2% |
| R | 51134 | 10.2% |
| C | 37992 | 7.6% |
| T | 32627 | 6.5% |
| E | 27299 | 5.4% |
| M | 23392 | 4.7% |
| O | 13287 | 2.6% |
| t | 13287 | 2.6% |
| r | 13287 | 2.6% |
| Other values (7) | 56765 | 11.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 502326 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 176794 | |
| U | 56462 | 11.2% |
| R | 51134 | 10.2% |
| C | 37992 | 7.6% |
| T | 32627 | 6.5% |
| E | 27299 | 5.4% |
| M | 23392 | 4.7% |
| O | 13287 | 2.6% |
| t | 13287 | 2.6% |
| r | 13287 | 2.6% |
| Other values (7) | 56765 | 11.3% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| Otros | |
|---|---|
| ARAUCA | |
| TAME | |
| ARAUQUITA | |
| SARAVENA |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.61025133 |
| Min length | 4 |
Characters and Unicode
| Total characters | 492653 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARAUCA |
|---|---|
| 2nd row | ARAUCA |
| 3rd row | ARAUCA |
| 4th row | ARAUCA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| Otros | 33755 | |
| ARAUCA | 28595 | |
| TAME | 14455 | |
| ARAUQUITA | 6424 | 7.3% |
| SARAVENA | 4584 | 5.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| otros | 33755 | |
| arauca | 28595 | |
| tame | 14455 | |
| arauquita | 6424 | 7.3% |
| saravena | 4584 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 133264 | |
| U | 41443 | 8.4% |
| R | 39603 | 8.0% |
| O | 33755 | 6.9% |
| t | 33755 | 6.9% |
| r | 33755 | 6.9% |
| o | 33755 | 6.9% |
| s | 33755 | 6.9% |
| C | 28595 | 5.8% |
| T | 20879 | 4.2% |
| Other values (7) | 60094 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 357633 | |
| Lowercase Letter | 135020 | 27.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 133264 | |
| U | 41443 | 11.6% |
| R | 39603 | 11.1% |
| O | 33755 | 9.4% |
| C | 28595 | 8.0% |
| T | 20879 | 5.8% |
| E | 19039 | 5.3% |
| M | 14455 | 4.0% |
| Q | 6424 | 1.8% |
| I | 6424 | 1.8% |
| Other values (3) | 13752 | 3.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 33755 | |
| r | 33755 | |
| o | 33755 | |
| s | 33755 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 492653 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 133264 | |
| U | 41443 | 8.4% |
| R | 39603 | 8.0% |
| O | 33755 | 6.9% |
| t | 33755 | 6.9% |
| r | 33755 | 6.9% |
| o | 33755 | 6.9% |
| s | 33755 | 6.9% |
| C | 28595 | 5.8% |
| T | 20879 | 4.2% |
| Other values (7) | 60094 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 492653 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 133264 | |
| U | 41443 | 8.4% |
| R | 39603 | 8.0% |
| O | 33755 | 6.9% |
| t | 33755 | 6.9% |
| r | 33755 | 6.9% |
| o | 33755 | 6.9% |
| s | 33755 | 6.9% |
| C | 28595 | 5.8% |
| T | 20879 | 4.2% |
| Other values (7) | 60094 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| ARAUCA | |
|---|---|
| Otros | |
| TAME | |
| ARAUQUITA | |
| SARAVENA |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.573833032 |
| Min length | 4 |
Characters and Unicode
| Total characters | 489455 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARAUCA |
|---|---|
| 2nd row | ARAUCA |
| 3rd row | ARAUCA |
| 4th row | ARAUCA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 32964 | |
| Otros | 31664 | |
| TAME | 14385 | |
| ARAUQUITA | 5411 | 6.2% |
| SARAVENA | 3389 | 3.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| arauca | 32964 | |
| otros | 31664 | |
| tame | 14385 | |
| arauquita | 5411 | 6.2% |
| saravena | 3389 | 3.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 139677 | |
| U | 43786 | 8.9% |
| R | 41764 | 8.5% |
| C | 32964 | 6.7% |
| O | 31664 | 6.5% |
| t | 31664 | 6.5% |
| r | 31664 | 6.5% |
| o | 31664 | 6.5% |
| s | 31664 | 6.5% |
| T | 19796 | 4.0% |
| Other values (7) | 53148 | 10.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 362799 | |
| Lowercase Letter | 126656 | 25.9% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 139677 | |
| U | 43786 | 12.1% |
| R | 41764 | 11.5% |
| C | 32964 | 9.1% |
| O | 31664 | 8.7% |
| T | 19796 | 5.5% |
| E | 17774 | 4.9% |
| M | 14385 | 4.0% |
| Q | 5411 | 1.5% |
| I | 5411 | 1.5% |
| Other values (3) | 10167 | 2.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 31664 | |
| r | 31664 | |
| o | 31664 | |
| s | 31664 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 489455 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 139677 | |
| U | 43786 | 8.9% |
| R | 41764 | 8.5% |
| C | 32964 | 6.7% |
| O | 31664 | 6.5% |
| t | 31664 | 6.5% |
| r | 31664 | 6.5% |
| o | 31664 | 6.5% |
| s | 31664 | 6.5% |
| T | 19796 | 4.0% |
| Other values (7) | 53148 | 10.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 489455 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 139677 | |
| U | 43786 | 8.9% |
| R | 41764 | 8.5% |
| C | 32964 | 6.7% |
| O | 31664 | 6.5% |
| t | 31664 | 6.5% |
| r | 31664 | 6.5% |
| o | 31664 | 6.5% |
| s | 31664 | 6.5% |
| T | 19796 | 4.0% |
| Other values (7) | 53148 | 10.9% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| Natural |
|---|
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 614691 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Natural |
|---|---|
| 2nd row | Natural |
| 3rd row | Natural |
| 4th row | Natural |
| 5th row | Natural |
Common Values
| Value | Count | Frequency (%) |
| Natural | 87813 |
Length
Pie chart
| Value | Count | Frequency (%) |
| natural | 87813 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 175626 | |
| N | 87813 | |
| t | 87813 | |
| u | 87813 | |
| r | 87813 | |
| l | 87813 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 526878 | |
| Uppercase Letter | 87813 | 14.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 175626 | |
| t | 87813 | |
| u | 87813 | |
| r | 87813 | |
| l | 87813 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 87813 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 614691 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 175626 | |
| N | 87813 | |
| t | 87813 | |
| u | 87813 | |
| r | 87813 | |
| l | 87813 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 614691 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 175626 | |
| N | 87813 | |
| t | 87813 | |
| u | 87813 | |
| r | 87813 | |
| l | 87813 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| Si | |
|---|---|
| No |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 175626 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Si |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| Si | 64886 | |
| No | 22927 | 26.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| si | 64886 | |
| no | 22927 | 26.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 64886 | |
| i | 64886 | |
| N | 22927 | 13.1% |
| o | 22927 | 13.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 87813 | |
| Lowercase Letter | 87813 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 64886 | |
| N | 22927 | 26.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 64886 | |
| o | 22927 | 26.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 175626 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 64886 | |
| i | 64886 | |
| N | 22927 | 13.1% |
| o | 22927 | 13.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 175626 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 64886 | |
| i | 64886 | |
| N | 22927 | 13.1% |
| o | 22927 | 13.1% |
| Distinct | 514 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 8704 |
| Missing (%) | 9.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.3314161 |
| Minimum | 3 |
|---|---|
| Maximum | 600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 686.2 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 44 |
| median | 73 |
| Q3 | 131 |
| 95-th percentile | 290 |
| Maximum | 600 |
| Range | 597 |
| Interquartile range (IQR) | 87 |
Descriptive statistics
| Standard deviation | 90.01177771 |
|---|---|
| Coefficient of variation (CV) | 0.8627485472 |
| Kurtosis | 6.691830251 |
| Mean | 104.3314161 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 2.269625533 |
| Sum | 8253554 |
| Variance | 8102.120126 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 1981 | 2.3% |
| 36 | 1608 | 1.8% |
| 43 | 1561 | 1.8% |
| 61 | 1451 | 1.7% |
| 72 | 1436 | 1.6% |
| 68 | 1406 | 1.6% |
| 30 | 1360 | 1.5% |
| 76 | 1253 | 1.4% |
| 46 | 1244 | 1.4% |
| 65 | 1244 | 1.4% |
| Other values (504) | 64565 | |
| (Missing) | 8704 | 9.9% |
| Value | Count | Frequency (%) |
| 3 | 13 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 18 | < 0.1% |
| 6 | 28 | < 0.1% |
| 7 | 58 | 0.1% |
| 8 | 24 | < 0.1% |
| 9 | 27 | < 0.1% |
| 10 | 146 | |
| 11 | 42 | < 0.1% |
| 12 | 37 | < 0.1% |
| Value | Count | Frequency (%) |
| 600 | 277 | |
| 599 | 2 | < 0.1% |
| 597 | 1 | < 0.1% |
| 594 | 1 | < 0.1% |
| 593 | 1 | < 0.1% |
| 588 | 49 | 0.1% |
| 586 | 6 | < 0.1% |
| 584 | 6 | < 0.1% |
| 582 | 15 | < 0.1% |
| 576 | 12 | < 0.1% |
| Distinct | 219 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 81706 |
| Missing (%) | 93.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.82953987 |
| Minimum | 1 |
|---|---|
| Maximum | 300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 686.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 20 |
| median | 36 |
| Q3 | 68 |
| 95-th percentile | 174 |
| Maximum | 300 |
| Range | 299 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 56.97399081 |
|---|---|
| Coefficient of variation (CV) | 1.039111234 |
| Kurtosis | 6.301325849 |
| Mean | 54.82953987 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 2.399975784 |
| Sum | 334844 |
| Variance | 3246.035629 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 210 | 0.2% |
| 36 | 186 | 0.2% |
| 17 | 184 | 0.2% |
| 18 | 174 | 0.2% |
| 23 | 148 | 0.2% |
| 20 | 145 | 0.2% |
| 13 | 136 | 0.2% |
| 21 | 136 | 0.2% |
| 30 | 133 | 0.2% |
| 26 | 120 | 0.1% |
| Other values (209) | 4535 | 5.2% |
| (Missing) | 81706 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 49 | |
| 4 | 29 | < 0.1% |
| 5 | 17 | < 0.1% |
| 6 | 74 | |
| 7 | 88 | |
| 8 | 51 | |
| 9 | 46 | |
| 10 | 112 |
| Value | Count | Frequency (%) |
| 300 | 95 | |
| 294 | 8 | < 0.1% |
| 291 | 10 | < 0.1% |
| 289 | 1 | < 0.1% |
| 288 | 3 | < 0.1% |
| 279 | 2 | < 0.1% |
| 276 | 1 | < 0.1% |
| 271 | 5 | < 0.1% |
| 268 | 3 | < 0.1% |
| 264 | 2 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| ARAUCA | |
|---|---|
| TAME | |
| Otros | |
| ARAUQUITA | |
| SARAVENA |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.761584276 |
| Min length | 4 |
Characters and Unicode
| Total characters | 505942 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARAUQUITA |
|---|---|
| 2nd row | ARAUCA |
| 3rd row | ARAUCA |
| 4th row | ARAUCA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 39350 | |
| TAME | 23880 | |
| Otros | 10369 | 11.8% |
| ARAUQUITA | 8765 | 10.0% |
| SARAVENA | 5449 | 6.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| arauca | 39350 | |
| tame | 23880 | |
| otros | 10369 | 11.8% |
| arauquita | 8765 | 10.0% |
| saravena | 5449 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 184572 | |
| U | 56880 | 11.2% |
| R | 53564 | 10.6% |
| C | 39350 | 7.8% |
| T | 32645 | 6.5% |
| E | 29329 | 5.8% |
| M | 23880 | 4.7% |
| O | 10369 | 2.0% |
| t | 10369 | 2.0% |
| r | 10369 | 2.0% |
| Other values (7) | 54615 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 464466 | |
| Lowercase Letter | 41476 | 8.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 184572 | |
| U | 56880 | 12.2% |
| R | 53564 | 11.5% |
| C | 39350 | 8.5% |
| T | 32645 | 7.0% |
| E | 29329 | 6.3% |
| M | 23880 | 5.1% |
| O | 10369 | 2.2% |
| Q | 8765 | 1.9% |
| I | 8765 | 1.9% |
| Other values (3) | 16347 | 3.5% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 10369 | |
| r | 10369 | |
| o | 10369 | |
| s | 10369 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 505942 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 184572 | |
| U | 56880 | 11.2% |
| R | 53564 | 10.6% |
| C | 39350 | 7.8% |
| T | 32645 | 6.5% |
| E | 29329 | 5.8% |
| M | 23880 | 4.7% |
| O | 10369 | 2.0% |
| t | 10369 | 2.0% |
| r | 10369 | 2.0% |
| Other values (7) | 54615 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 505942 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 184572 | |
| U | 56880 | 11.2% |
| R | 53564 | 10.6% |
| C | 39350 | 7.8% |
| T | 32645 | 6.5% |
| E | 29329 | 5.8% |
| M | 23880 | 4.7% |
| O | 10369 | 2.0% |
| t | 10369 | 2.0% |
| r | 10369 | 2.0% |
| Other values (7) | 54615 | 10.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| SIN CODEUDOR | |
|---|---|
| CON CODEUDOR |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Characters and Unicode
| Total characters | 1053756 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SIN CODEUDOR |
|---|---|
| 2nd row | SIN CODEUDOR |
| 3rd row | SIN CODEUDOR |
| 4th row | SIN CODEUDOR |
| 5th row | SIN CODEUDOR |
Common Values
| Value | Count | Frequency (%) |
| SIN CODEUDOR | 77099 | |
| CON CODEUDOR | 10714 | 12.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| codeudor | 87813 | |
| sin | 77099 | |
| con | 10714 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 186340 | |
| D | 175626 | |
| C | 98527 | |
| N | 87813 | |
| 87813 | ||
| E | 87813 | |
| U | 87813 | |
| R | 87813 | |
| S | 77099 | |
| I | 77099 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 965943 | |
| Space Separator | 87813 | 8.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 186340 | |
| D | 175626 | |
| C | 98527 | |
| N | 87813 | |
| E | 87813 | |
| U | 87813 | |
| R | 87813 | |
| S | 77099 | |
| I | 77099 |
Space Separator
| Value | Count | Frequency (%) |
| 87813 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 965943 | |
| Common | 87813 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 186340 | |
| D | 175626 | |
| C | 98527 | |
| N | 87813 | |
| E | 87813 | |
| U | 87813 | |
| R | 87813 | |
| S | 77099 | |
| I | 77099 |
Common
| Value | Count | Frequency (%) |
| 87813 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1053756 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 186340 | |
| D | 175626 | |
| C | 98527 | |
| N | 87813 | |
| 87813 | ||
| E | 87813 | |
| U | 87813 | |
| R | 87813 | |
| S | 77099 | |
| I | 77099 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 686.2 KiB |
| PRIVADO | |
|---|---|
| PUBLICO | 6753 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 614684 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PRIVADO |
|---|---|
| 2nd row | PRIVADO |
| 3rd row | PRIVADO |
| 4th row | PRIVADO |
| 5th row | PRIVADO |
Common Values
| Value | Count | Frequency (%) |
| PRIVADO | 81059 | |
| PUBLICO | 6753 | 7.7% |
| (Missing) | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| privado | 81059 | |
| publico | 6753 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 87812 | |
| I | 87812 | |
| O | 87812 | |
| R | 81059 | |
| V | 81059 | |
| A | 81059 | |
| D | 81059 | |
| U | 6753 | 1.1% |
| B | 6753 | 1.1% |
| L | 6753 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 614684 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 87812 | |
| I | 87812 | |
| O | 87812 | |
| R | 81059 | |
| V | 81059 | |
| A | 81059 | |
| D | 81059 | |
| U | 6753 | 1.1% |
| B | 6753 | 1.1% |
| L | 6753 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 614684 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 87812 | |
| I | 87812 | |
| O | 87812 | |
| R | 81059 | |
| V | 81059 | |
| A | 81059 | |
| D | 81059 | |
| U | 6753 | 1.1% |
| B | 6753 | 1.1% |
| L | 6753 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 614684 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| P | 87812 | |
| I | 87812 | |
| O | 87812 | |
| R | 81059 | |
| V | 81059 | |
| A | 81059 | |
| D | 81059 | |
| U | 6753 | 1.1% |
| B | 6753 | 1.1% |
| L | 6753 | 1.1% |
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2014.531675 |
| Minimum | 1993 |
|---|---|
| Maximum | 2021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 686.2 KiB |
Quantile statistics
| Minimum | 1993 |
|---|---|
| 5-th percentile | 2004 |
| Q1 | 2012 |
| median | 2016 |
| Q3 | 2019 |
| 95-th percentile | 2020 |
| Maximum | 2021 |
| Range | 28 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.237870163 |
|---|---|
| Coefficient of variation (CV) | 0.002600043587 |
| Kurtosis | 0.5772577467 |
| Mean | 2014.531675 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.063953099 |
| Sum | 176902070 |
| Variance | 27.43528385 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2020 | 12328 | |
| 2019 | 11620 | |
| 2018 | 7294 | 8.3% |
| 2015 | 6919 | 7.9% |
| 2017 | 6327 | 7.2% |
| 2016 | 5829 | 6.6% |
| 2014 | 5380 | 6.1% |
| 2013 | 4800 | 5.5% |
| 2012 | 4329 | 4.9% |
| 2011 | 3749 | 4.3% |
| Other values (16) | 19238 |
| Value | Count | Frequency (%) |
| 1993 | 1 | < 0.1% |
| 1997 | 202 | 0.2% |
| 1998 | 399 | 0.5% |
| 1999 | 505 | 0.6% |
| 2000 | 587 | |
| 2001 | 856 | |
| 2002 | 855 | |
| 2003 | 833 | |
| 2004 | 1034 | |
| 2005 | 1442 |
| Value | Count | Frequency (%) |
| 2021 | 1864 | 2.1% |
| 2020 | 12328 | |
| 2019 | 11620 | |
| 2018 | 7294 | |
| 2017 | 6327 | |
| 2016 | 5829 | |
| 2015 | 6919 | |
| 2014 | 5380 | |
| 2013 | 4800 | 5.5% |
| 2012 | 4329 | 4.9% |
mes_credito
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.840422261 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 686.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.482146677 |
|---|---|
| Coefficient of variation (CV) | 0.5090543455 |
| Kurtosis | -1.218566074 |
| Mean | 6.840422261 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.1123632442 |
| Sum | 600678 |
| Variance | 12.12534548 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 9286 | |
| 10 | 8504 | |
| 11 | 7757 | |
| 9 | 7586 | |
| 7 | 7412 | |
| 6 | 7244 | |
| 5 | 7187 | |
| 8 | 6819 | |
| 3 | 6792 | |
| 2 | 6631 | |
| Other values (2) | 12595 |
| Value | Count | Frequency (%) |
| 1 | 6416 | |
| 2 | 6631 | |
| 3 | 6792 | |
| 4 | 6179 | |
| 5 | 7187 | |
| 6 | 7244 | |
| 7 | 7412 | |
| 8 | 6819 | |
| 9 | 7586 | |
| 10 | 8504 |
| Value | Count | Frequency (%) |
| 12 | 9286 | |
| 11 | 7757 | |
| 10 | 8504 | |
| 9 | 7586 | |
| 8 | 6819 | |
| 7 | 7412 | |
| 6 | 7244 | |
| 5 | 7187 | |
| 4 | 6179 | |
| 3 | 6792 |
| Distinct | 579 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.42896838 |
| Minimum | 0 |
|---|---|
| Maximum | 700 |
| Zeros | 785 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 686.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 16 |
| median | 40 |
| Q3 | 71 |
| 95-th percentile | 201 |
| Maximum | 700 |
| Range | 700 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 69.38218407 |
|---|---|
| Coefficient of variation (CV) | 1.187462076 |
| Kurtosis | 14.3136109 |
| Mean | 58.42896838 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 3.09376473 |
| Sum | 5130823 |
| Variance | 4813.887466 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 2955 | 3.4% |
| 7 | 1947 | 2.2% |
| 5 | 1842 | 2.1% |
| 1 | 1751 | 2.0% |
| 2 | 1671 | 1.9% |
| 15 | 1390 | 1.6% |
| 18 | 1282 | 1.5% |
| 16 | 1247 | 1.4% |
| 17 | 1237 | 1.4% |
| 8 | 1233 | 1.4% |
| Other values (569) | 71258 |
| Value | Count | Frequency (%) |
| 0 | 785 | 0.9% |
| 1 | 1751 | |
| 2 | 1671 | |
| 3 | 1042 | 1.2% |
| 4 | 1198 | |
| 5 | 1842 | |
| 6 | 2955 | |
| 7 | 1947 | |
| 8 | 1233 | |
| 9 | 969 | 1.1% |
| Value | Count | Frequency (%) |
| 700 | 53 | |
| 697 | 1 | < 0.1% |
| 695 | 1 | < 0.1% |
| 691 | 1 | < 0.1% |
| 690 | 1 | < 0.1% |
| 687 | 1 | < 0.1% |
| 682 | 1 | < 0.1% |
| 677 | 1 | < 0.1% |
| 676 | 1 | < 0.1% |
| 675 | 1 | < 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| PAGADO VENCIDO | |
|---|---|
| PAGADO ANTICIPADO | |
| CONTADO | |
| PAGADO A TIEMPO | |
| DESCUENTO EN VENTA | |
| Other values (3) | 1019 |
Length
| Max length | 18 |
|---|---|
| Median length | 14 |
| Mean length | 13.54846093 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1189731 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CONTADO |
|---|---|
| 2nd row | CONTADO |
| 3rd row | CONTADO |
| 4th row | CONTADO |
| 5th row | CONTADO |
Common Values
| Value | Count | Frequency (%) |
| PAGADO VENCIDO | 38150 | |
| PAGADO ANTICIPADO | 19882 | |
| CONTADO | 17826 | |
| PAGADO A TIEMPO | 5705 | 6.5% |
| DESCUENTO EN VENTA | 5231 | 6.0% |
| DEVOLUCION | 515 | 0.6% |
| CARTERA CASTIGADA | 355 | 0.4% |
| OTROS CIERRES | 149 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| pagado | 63737 | |
| vencido | 38150 | |
| anticipado | 19882 | 11.8% |
| contado | 17826 | 10.6% |
| a | 5705 | 3.4% |
| tiempo | 5705 | 3.4% |
| venta | 5231 | 3.1% |
| descuento | 5231 | 3.1% |
| en | 5231 | 3.1% |
| devolucion | 515 | 0.3% |
| Other values (4) | 1008 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 197775 | |
| O | 169685 | |
| D | 145696 | |
| N | 92066 | |
| P | 89324 | |
| I | 84638 | |
| C | 82463 | |
| 80408 | ||
| E | 65947 | 5.5% |
| G | 64092 | 5.4% |
| Other values (7) | 117637 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1109323 | |
| Space Separator | 80408 | 6.8% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 197775 | |
| O | 169685 | |
| D | 145696 | |
| N | 92066 | |
| P | 89324 | |
| I | 84638 | |
| C | 82463 | |
| E | 65947 | 5.9% |
| G | 64092 | 5.8% |
| T | 54734 | 4.9% |
| Other values (6) | 62903 | 5.7% |
Space Separator
| Value | Count | Frequency (%) |
| 80408 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1109323 | |
| Common | 80408 | 6.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 197775 | |
| O | 169685 | |
| D | 145696 | |
| N | 92066 | |
| P | 89324 | |
| I | 84638 | |
| C | 82463 | |
| E | 65947 | 5.9% |
| G | 64092 | 5.8% |
| T | 54734 | 4.9% |
| Other values (6) | 62903 | 5.7% |
Common
| Value | Count | Frequency (%) |
| 80408 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1189731 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 197775 | |
| O | 169685 | |
| D | 145696 | |
| N | 92066 | |
| P | 89324 | |
| I | 84638 | |
| C | 82463 | |
| 80408 | ||
| E | 65947 | 5.5% |
| G | 64092 | 5.4% |
| Other values (7) | 117637 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| ELECTRODOMESTICOS | |
|---|---|
| MOTOS | 751 |
| CONTRATO | 11 |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 16.89624543 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1483710 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ELECTRODOMESTICOS |
|---|---|
| 2nd row | ELECTRODOMESTICOS |
| 3rd row | ELECTRODOMESTICOS |
| 4th row | ELECTRODOMESTICOS |
| 5th row | ELECTRODOMESTICOS |
Common Values
| Value | Count | Frequency (%) |
| ELECTRODOMESTICOS | 87051 | |
| MOTOS | 751 | 0.9% |
| CONTRATO | 11 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| electrodomesticos | 87051 | |
| motos | 751 | 0.9% |
| contrato | 11 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 262677 | |
| E | 261153 | |
| T | 174875 | |
| S | 174853 | |
| C | 174113 | |
| M | 87802 | 5.9% |
| R | 87062 | 5.9% |
| L | 87051 | 5.9% |
| D | 87051 | 5.9% |
| I | 87051 | 5.9% |
| Other values (2) | 22 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1483710 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 262677 | |
| E | 261153 | |
| T | 174875 | |
| S | 174853 | |
| C | 174113 | |
| M | 87802 | 5.9% |
| R | 87062 | 5.9% |
| L | 87051 | 5.9% |
| D | 87051 | 5.9% |
| I | 87051 | 5.9% |
| Other values (2) | 22 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1483710 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 262677 | |
| E | 261153 | |
| T | 174875 | |
| S | 174853 | |
| C | 174113 | |
| M | 87802 | 5.9% |
| R | 87062 | 5.9% |
| L | 87051 | 5.9% |
| D | 87051 | 5.9% |
| I | 87051 | 5.9% |
| Other values (2) | 22 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1483710 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 262677 | |
| E | 261153 | |
| T | 174875 | |
| S | 174853 | |
| C | 174113 | |
| M | 87802 | 5.9% |
| R | 87062 | 5.9% |
| L | 87051 | 5.9% |
| D | 87051 | 5.9% |
| I | 87051 | 5.9% |
| Other values (2) | 22 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| MENSUAL(ES) | |
|---|---|
| DIARIA(S) | |
| SEMANAL(ES) | 766 |
| QUINCENAL(ES) | 244 |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 10.65882045 |
| Min length | 9 |
Characters and Unicode
| Total characters | 935983 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DIARIA(S) |
|---|---|
| 2nd row | DIARIA(S) |
| 3rd row | DIARIA(S) |
| 4th row | DIARIA(S) |
| 5th row | DIARIA(S) |
Common Values
| Value | Count | Frequency (%) |
| MENSUAL(ES) | 71579 | |
| DIARIA(S) | 15224 | 17.3% |
| SEMANAL(ES) | 766 | 0.9% |
| QUINCENAL(ES) | 244 | 0.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| mensual(es | 71579 | |
| diaria(s | 15224 | 17.3% |
| semanal(es | 766 | 0.9% |
| quincenal(es | 244 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 160158 | |
| E | 145178 | |
| A | 103803 | |
| ( | 87813 | |
| ) | 87813 | |
| N | 72833 | |
| L | 72589 | |
| M | 72345 | |
| U | 71823 | |
| I | 30692 | 3.3% |
| Other values (4) | 30936 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 760357 | |
| Open Punctuation | 87813 | 9.4% |
| Close Punctuation | 87813 | 9.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 160158 | |
| E | 145178 | |
| A | 103803 | |
| N | 72833 | |
| L | 72589 | |
| M | 72345 | |
| U | 71823 | |
| I | 30692 | 4.0% |
| D | 15224 | 2.0% |
| R | 15224 | 2.0% |
| Other values (2) | 488 | 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 87813 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 87813 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 760357 | |
| Common | 175626 | 18.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 160158 | |
| E | 145178 | |
| A | 103803 | |
| N | 72833 | |
| L | 72589 | |
| M | 72345 | |
| U | 71823 | |
| I | 30692 | 4.0% |
| D | 15224 | 2.0% |
| R | 15224 | 2.0% |
| Other values (2) | 488 | 0.1% |
Common
| Value | Count | Frequency (%) |
| ( | 87813 | |
| ) | 87813 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 935983 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 160158 | |
| E | 145178 | |
| A | 103803 | |
| ( | 87813 | |
| ) | 87813 | |
| N | 72833 | |
| L | 72589 | |
| M | 72345 | |
| U | 71823 | |
| I | 30692 | 3.3% |
| Other values (4) | 30936 | 3.3% |
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.93397333 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 686.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 10 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 4.563636673 |
|---|---|
| Coefficient of variation (CV) | 0.924941496 |
| Kurtosis | -0.8753871904 |
| Mean | 4.93397333 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.7763494299 |
| Sum | 433267 |
| Variance | 20.82677968 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 38167 | |
| 10 | 8802 | 10.0% |
| 5 | 8462 | 9.6% |
| 14 | 7699 | 8.8% |
| 3 | 4127 | 4.7% |
| 2 | 4078 | 4.6% |
| 12 | 3777 | 4.3% |
| 6 | 3605 | 4.1% |
| 4 | 2860 | 3.3% |
| 9 | 2333 | 2.7% |
| Other values (5) | 3903 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 38167 | |
| 2 | 4078 | 4.6% |
| 3 | 4127 | 4.7% |
| 4 | 2860 | 3.3% |
| 5 | 8462 | 9.6% |
| 6 | 3605 | 4.1% |
| 7 | 641 | 0.7% |
| 8 | 1270 | 1.4% |
| 9 | 2333 | 2.7% |
| Value | Count | Frequency (%) |
| 14 | 7699 | |
| 13 | 254 | 0.3% |
| 12 | 3777 | |
| 11 | 1737 | 2.0% |
| 10 | 8802 | |
| 9 | 2333 | 2.7% |
| 8 | 1270 | 1.4% |
| 7 | 641 | 0.7% |
| 6 | 3605 | |
| 5 | 8462 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.2 KiB |
| CRÉDITO | |
|---|---|
| CONTADO | |
| LIBRANZA | 2432 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.027695216 |
| Min length | 7 |
Characters and Unicode
| Total characters | 617123 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CONTADO |
|---|---|
| 2nd row | CONTADO |
| 3rd row | CONTADO |
| 4th row | CONTADO |
| 5th row | CONTADO |
Common Values
| Value | Count | Frequency (%) |
| CRÉDITO | 67555 | |
| CONTADO | 17826 | 20.3% |
| LIBRANZA | 2432 | 2.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| crédito | 67555 | |
| contado | 17826 | 20.3% |
| libranza | 2432 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 103207 | |
| C | 85381 | |
| T | 85381 | |
| D | 85381 | |
| R | 69987 | |
| I | 69987 | |
| É | 67555 | |
| A | 22690 | 3.7% |
| N | 20258 | 3.3% |
| L | 2432 | 0.4% |
| Other values (2) | 4864 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 617123 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 103207 | |
| C | 85381 | |
| T | 85381 | |
| D | 85381 | |
| R | 69987 | |
| I | 69987 | |
| É | 67555 | |
| A | 22690 | 3.7% |
| N | 20258 | 3.3% |
| L | 2432 | 0.4% |
| Other values (2) | 4864 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 617123 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 103207 | |
| C | 85381 | |
| T | 85381 | |
| D | 85381 | |
| R | 69987 | |
| I | 69987 | |
| É | 67555 | |
| A | 22690 | 3.7% |
| N | 20258 | 3.3% |
| L | 2432 | 0.4% |
| Other values (2) | 4864 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 549568 | |
| Latin 1 Sup | 67555 | 10.9% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 103207 | |
| C | 85381 | |
| T | 85381 | |
| D | 85381 | |
| R | 69987 | |
| I | 69987 | |
| A | 22690 | 4.1% |
| N | 20258 | 3.7% |
| L | 2432 | 0.4% |
| B | 2432 | 0.4% |
Latin 1 Sup
| Value | Count | Frequency (%) |
| É | 67555 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Row | procedencia | genero | estado_civil | edad | municipio_residencia | municipio_nacimiento | municipio_expedicion | tipo_persona | tiene_casa_propia | sueldo_smdlv | otros_ingresos_smdlv | municipio_credito | codeudor | sector | año_credito | mes_credito | valor_credito_smdlv | estado_final | tipo_venta | periodo_credito | cuotas | forma_pago | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11678 | Nacional | Femenino | Union Libre | 28 | ARAUQUITA | ARAUCA | ARAUCA | Natural | No | 68.0 | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2020 | 6 | 78 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 1 | 11710 | Extranjero | Femenino | Soltero | 31 | ARAUCA | ARAUCA | ARAUCA | Natural | No | 32.0 | NaN | ARAUCA | SIN CODEUDOR | PRIVADO | 2021 | 3 | 2 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 2 | 11742 | Nacional | Femenino | Soltero | 46 | ARAUCA | ARAUCA | ARAUCA | Natural | Si | 47.0 | NaN | ARAUCA | SIN CODEUDOR | PRIVADO | 2020 | 11 | 5 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 3 | 11774 | Nacional | Femenino | Union Libre | 24 | ARAUCA | ARAUCA | ARAUCA | Natural | No | 68.0 | NaN | ARAUCA | SIN CODEUDOR | PRIVADO | 2020 | 11 | 6 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 4 | 11806 | Nacional | Femenino | Union Libre | 24 | ARAUCA | ARAUCA | ARAUCA | Natural | No | 273.0 | 30.0 | ARAUCA | SIN CODEUDOR | PRIVADO | 2020 | 6 | 6 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 5 | 11838 | Nacional | Femenino | Union Libre | 26 | TAME | ARAUCA | ARAUCA | Natural | No | 36.0 | NaN | TAME | SIN CODEUDOR | PRIVADO | 2019 | 7 | 47 | PAGADO VENCIDO | ELECTRODOMESTICOS | DIARIA(S) | 14 | CRÉDITO |
| 6 | 11902 | Nacional | Femenino | Casado | 35 | ARAUCA | ARAUCA | ARAUCA | Natural | Si | 215.0 | NaN | ARAUCA | SIN CODEUDOR | PRIVADO | 2019 | 8 | 5 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 7 | 11934 | Nacional | Femenino | Casado | 48 | ARAUCA | ARAUCA | ARAUCA | Natural | No | NaN | NaN | ARAUCA | SIN CODEUDOR | PRIVADO | 2020 | 6 | 270 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 8 | 11966 | Nacional | Femenino | Soltero | 34 | ARAUCA | ARAUCA | ARAUCA | Natural | No | 102.0 | 34.0 | ARAUCA | SIN CODEUDOR | PRIVADO | 2020 | 12 | 6 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 9 | 11998 | Nacional | Femenino | Viudo | 49 | ARAUCA | ARAUCA | ARAUCA | Natural | Si | 72.0 | 36.0 | ARAUCA | SIN CODEUDOR | PRIVADO | 2019 | 4 | 75 | PAGADO VENCIDO | ELECTRODOMESTICOS | DIARIA(S) | 14 | CRÉDITO |
Last rows
| Row | procedencia | genero | estado_civil | edad | municipio_residencia | municipio_nacimiento | municipio_expedicion | tipo_persona | tiene_casa_propia | sueldo_smdlv | otros_ingresos_smdlv | municipio_credito | codeudor | sector | año_credito | mes_credito | valor_credito_smdlv | estado_final | tipo_venta | periodo_credito | cuotas | forma_pago | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 87803 | 126761 | Nacional | Masculino | Divorciado | 46 | TAME | TAME | TAME | Natural | Si | 152.0 | NaN | TAME | SIN CODEUDOR | PRIVADO | 2013 | 3 | 47 | PAGADO ANTICIPADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CRÉDITO |
| 87804 | 126825 | Nacional | Masculino | Union Libre | 53 | ARAUQUITA | ARAUQUITA | ARAUQUITA | Natural | Si | 85.0 | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2020 | 10 | 46 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 87805 | 126527 | Nacional | Masculino | Casado | 42 | Otros | Otros | Otros | Natural | Si | 54.0 | NaN | Otros | SIN CODEUDOR | PRIVADO | 2019 | 9 | 36 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 87806 | 126623 | Nacional | Masculino | Union Libre | 27 | ARAUCA | ARAUQUITA | ARAUQUITA | Natural | No | 68.0 | NaN | ARAUCA | SIN CODEUDOR | PRIVADO | 2020 | 9 | 83 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 87807 | 126655 | Nacional | Masculino | Union Libre | 26 | TAME | TAME | TAME | Natural | Si | 6.0 | NaN | TAME | SIN CODEUDOR | PRIVADO | 2015 | 3 | 2 | PAGADO ANTICIPADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CRÉDITO |
| 87808 | 126687 | Nacional | Masculino | Casado | 28 | ARAUQUITA | ARAUQUITA | ARAUQUITA | Natural | Si | 31.0 | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2020 | 9 | 1 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 87809 | 126719 | Nacional | Masculino | Soltero | 42 | ARAUCA | TAME | TAME | Natural | Si | 262.0 | NaN | ARAUCA | SIN CODEUDOR | PRIVADO | 2010 | 7 | 66 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 87810 | 126751 | Nacional | Masculino | Union Libre | 37 | ARAUQUITA | ARAUQUITA | ARAUQUITA | Natural | Si | NaN | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2020 | 10 | 14 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 87811 | 126783 | Nacional | Masculino | Casado | 60 | ARAUQUITA | ARAUQUITA | ARAUQUITA | Natural | Si | 36.0 | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2019 | 9 | 5 | CONTADO | ELECTRODOMESTICOS | DIARIA(S) | 1 | CONTADO |
| 87812 | 126815 | Nacional | Masculino | Union Libre | 48 | TAME | TAME | TAME | Natural | Si | 97.0 | NaN | TAME | SIN CODEUDOR | PRIVADO | 2014 | 2 | 107 | PAGADO VENCIDO | ELECTRODOMESTICOS | DIARIA(S) | 14 | CRÉDITO |